{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Firstly import the required packages. We are using pandas to read csv files here, so import pandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will be loading the complete MNIST csv file which includes features and labels, then split it.\n",
    "You can download the test data from this link:\n",
    "https://pjreddie.com/projects/mnist-in-csv/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "mnist = pd.read_csv('C:/Users/Nihar/Desktop/mnist_test.csv', sep=',')\n",
    "mnist_arr = mnist.values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Split sample features and labels into X and y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = mnist_arr[:,1:]\n",
    "y = mnist_arr[:,0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Put these images into pandas dataframes, this meakes it very easy for us plot them in the future.\n",
    "More details here: https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Size of the dataframe: (9999, 785)\n"
     ]
    }
   ],
   "source": [
    "feat_cols = [ 'pixel'+str(i) for i in range(X.shape[1]) ]\n",
    "df = pd.DataFrame(X,columns=feat_cols)\n",
    "df['label'] = y\n",
    "df['label'] = df['label'].apply(lambda i: str(i))\n",
    "\n",
    "X, y = None, None\n",
    "\n",
    "print('Size of the dataframe: {}'.format(df.shape))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The images from the csv are sequentially ordered wrt the digits, so we will be permuting them first and then pick 30 samples from it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "rndperm = np.random.permutation(df.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# More details here https://matplotlib.org/api/pyplot_api.html\n",
    "# Plot the graph\n",
    "plt.gray()\n",
    "fig = plt.figure(figsize=(16,7))\n",
    "for i in range(0,30):\n",
    "    ax = fig.add_subplot(3,10,i+1)#, title='Digit: ' + str(df.loc[rndperm[i],'label']))\n",
    "    ax.matshow(df.loc[rndperm[i],feat_cols].values.reshape((28,28)).astype(float))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, it is time to see how t-SNE works. But before we do that, we need to know that t-SNE is computationally heavy and therefore we are limited on the applications for this.\n",
    "\n",
    "Because of the computational issues, we will first be reducing the dimensionality of the dataset before we use t-SNE on it. This reduces the work load on the system and also allows us to run this in class!\n",
    "\n",
    "So before we get into t-SNE, we see how PCA works. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Explained variation per principal component: [0.10048016 0.0754375  0.06141024]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "# More details here http://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html\n",
    "\n",
    "pca = PCA(n_components=3)\n",
    "pca_result = pca.fit_transform(df[feat_cols].values)\n",
    "\n",
    "df['pca-one'] = pca_result[:,0]\n",
    "df['pca-two'] = pca_result[:,1] \n",
    "df['pca-three'] = pca_result[:,2]\n",
    "print('Explained variation per principal component: {}'.format(pca.explained_variance_ratio_))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So what we just did above is reduced the dimensionality from 784 to 3. This definitely means that you lost some valuable data, but the point is to see how much of the original variation is retained. As from the results, we can sum it up and tell that about 25% of the variation in the data has been retained. But is this enough to humanly set the digits apart when plotted on a scatterplot?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (165909962728)>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Possible error if you try to import Timestamp from pandas.lib, that is deprecated now\n",
    "from ggplot import *\n",
    "\n",
    "chart = ggplot( df.loc[rndperm[:3000],:], aes(x='pca-one', y='pca-two', color='label') ) \\\n",
    "        + geom_point(size=75,alpha=0.8) \\\n",
    "        + ggtitle(\"First and Second Principal Components colored by digit\")\n",
    "chart"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For curiosity's sake, let's see how PCA would work if we tried to capture all the variation with 50 dimensions i.e., 784 -> 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cumulative explained variation for 50 principal components: 0.8315948622671572\n"
     ]
    }
   ],
   "source": [
    "pca_50 = PCA(n_components=50)\n",
    "pca_result_50 = pca_50.fit_transform(df[feat_cols].values)\n",
    "print('Cumulative explained variation for 50 principal components: {}'.format(np.sum(pca_50.explained_variance_ratio_)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This gives us something amazing isn't it? We captured more than 83% of the variation in the data just by using 50 dimensions, i.e., of the available 784 dimensions, just about 16% of it is required to describe the data with upto 83% accuracy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[t-SNE] Computing 121 nearest neighbors...\n",
      "[t-SNE] Indexed 9999 samples in 0.049s...\n",
      "[t-SNE] Computed neighbors for 9999 samples in 10.363s...\n",
      "[t-SNE] Computed conditional probabilities for sample 1000 / 9999\n",
      "[t-SNE] Computed conditional probabilities for sample 2000 / 9999\n",
      "[t-SNE] Computed conditional probabilities for sample 3000 / 9999\n",
      "[t-SNE] Computed conditional probabilities for sample 4000 / 9999\n",
      "[t-SNE] Computed conditional probabilities for sample 5000 / 9999\n",
      "[t-SNE] Computed conditional probabilities for sample 6000 / 9999\n",
      "[t-SNE] Computed conditional probabilities for sample 7000 / 9999\n",
      "[t-SNE] Computed conditional probabilities for sample 8000 / 9999\n",
      "[t-SNE] Computed conditional probabilities for sample 9000 / 9999\n",
      "[t-SNE] Computed conditional probabilities for sample 9999 / 9999\n",
      "[t-SNE] Mean sigma: 348.767831\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 84.017181\n",
      "[t-SNE] Error after 300 iterations: 2.783459\n",
      "t-SNE done! Time elapsed: 127.90366959571838 seconds\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "from sklearn.manifold import TSNE\n",
    "\n",
    "n_sne = 10000\n",
    "\n",
    "time_start = time.time()\n",
    "\n",
    "tsne = TSNE(n_components=2, verbose=1, perplexity=40, n_iter=300)\n",
    "tsne_pca_results = tsne.fit_transform(pca_result_50[rndperm[:n_sne]])\n",
    "\n",
    "print('t-SNE done! Time elapsed: {} seconds'.format(time.time()-time_start))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc0780c6150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (8779039032937)>"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tsne = None\n",
    "df_tsne = df.loc[rndperm[:n_sne],:].copy()\n",
    "df_tsne['x-tsne-pca'] = tsne_pca_results[:,0]\n",
    "df_tsne['y-tsne-pca'] = tsne_pca_results[:,1]\n",
    "\n",
    "chart = ggplot( df_tsne, aes(x='x-tsne-pca', y='y-tsne-pca', color='label') ) \\\n",
    "        + geom_point(size=70,alpha=0.1) \\\n",
    "        + ggtitle(\"tSNE dimensions colored by Digit (PCA)\")\n",
    "chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
